{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false,
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 360x288 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import csv\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import os\n",
    "import re\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "DIR_NAME = './flow_size/'\n",
    "FIG_SIZE = (5, 4)\n",
    "fontdict = {'family': 'Times New Roman', 'weight': 'normal', 'size':15}\n",
    "\n",
    "filenames = os.listdir(DIR_NAME)\n",
    "filenames_dict = {\n",
    "    'R/AEAP': [],\n",
    "    'R/AEAP-BF': [],\n",
    "    'R/AEAP-WF': [],\n",
    "    'D/AEAP': [],\n",
    "    # 'd-aeapbf': [],\n",
    "    # 'd-aeapwf': [],\n",
    "    'ILS': []\n",
    "}\n",
    "\n",
    "for filename in filenames:\n",
    "    if re.match(r'b.*(ba|rrg).*backtracking.*aeap\\.csv', filename):\n",
    "        filenames_dict['R/AEAP'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg).*backtracking.*aeapbf\\.csv', filename):\n",
    "        filenames_dict['R/AEAP-BF'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg).*backtracking.*aeapwf\\.csv', filename):\n",
    "        filenames_dict['R/AEAP-WF'].append(filename)\n",
    "    elif re.match(r'b.*(ba|rrg).*dijkstra.*aeap\\.csv', filename):\n",
    "        filenames_dict['D/AEAP'].append(filename)\n",
    "    # elif re.match(r'b.*t1.*dijkstra.*aeapbf\\.csv', filename):\n",
    "    #     filenames_dict['d-aeapbf'].append(filename)\n",
    "    # elif re.match(r'b.*t1.*dijkstra.*aeapwf\\.csv', filename):\n",
    "    #     filenames_dict['d-aeapwf'].append(filename)\n",
    "    elif re.match(r'o.*(ba|rrg|er).*backtracking.*aeap.*\\.csv', filename):  # only care about R/AEAP\n",
    "        filenames_dict['ILS'].append(filename)\n",
    "\n",
    "fig_1, ax_1 = plt.subplots(figsize=FIG_SIZE)  # no. of available flows\n",
    "# ax_1.set_title('no. of available flows')\n",
    "fig_2, ax_2 = plt.subplots(figsize=FIG_SIZE)  # max. load \n",
    "# ax_2.set_title('max. load')\n",
    "fig_3, ax_3 = plt.subplots(figsize=FIG_SIZE)  # avg. load\n",
    "# ax_3.set_title('avg. load')\n",
    "fig_4, ax_4 = plt.subplots(figsize=FIG_SIZE)  # runtime\n",
    "# ax_4.set_title('runtime')\n",
    "fig_5, ax_5 = plt.subplots(figsize=FIG_SIZE)  # total guard band\n",
    "# ax_5.set_title('avg. total guard bands')\n",
    "fig_6, ax_6 = plt.subplots(figsize=FIG_SIZE)  # avg. delay\n",
    "# ax_6.set_title('avg. delay') \n",
    "fig_7, ax_7 = plt.subplots(figsize=FIG_SIZE)  # avg. reliability\n",
    "# ax_7.set_title('avg. reliability')\n",
    "fig_8, ax_8 = plt.subplots(figsize=FIG_SIZE)  # relative quality\n",
    "# ax_8.set_title('relative quality')\n",
    "all_no_of_flow_dict = {}\n",
    "all_no_of_available_flows_dict = {}\n",
    "all_max_load_dict = {}\n",
    "all_avg_load_dict = {}\n",
    "all_runtime_dict = {}\n",
    "all_total_guard_band_dict = {}\n",
    "all_delay_dict = {}\n",
    "all_reliability_dict = {}\n",
    "all_quality_dict = {}\n",
    "for alias in filenames_dict.keys():\n",
    "    all_no_of_flow_dict[alias] = []\n",
    "    all_no_of_available_flows_dict[alias] = []\n",
    "    all_max_load_dict[alias] = []\n",
    "    all_avg_load_dict[alias] = []\n",
    "    all_runtime_dict[alias] = []\n",
    "    all_total_guard_band_dict[alias] = []\n",
    "    all_delay_dict[alias] = []\n",
    "    all_reliability_dict[alias] = []\n",
    "    all_quality_dict[alias] = []\n",
    "for alias, filenames in filenames_dict.items():\n",
    "    for filename in filenames:\n",
    "        no_of_flow_list = []\n",
    "        no_of_available_flows_list = []\n",
    "        max_load_list = []\n",
    "        avg_load_list = []\n",
    "        runtime_list = []\n",
    "        total_guard_band_list = []\n",
    "        delay_list = []\n",
    "        reliability_list = []\n",
    "        quality_list = []\n",
    "        with open(os.path.join(DIR_NAME, filename), 'r') as file:\n",
    "            reader = csv.reader(file)\n",
    "            for line in reader:\n",
    "                no_of_flow_list.append(int(line[0]))\n",
    "                no_of_available_flows_list.append(int(line[3]))\n",
    "                max_load_list.append(float(line[7]))\n",
    "                avg_load_list.append(float(line[9]))\n",
    "                runtime_list.append(float(line[6]))\n",
    "                total_guard_band_list.append(int(line[13]))\n",
    "                delay_list.append(int(line[12]))\n",
    "                reliability_list.append(float(line[11]))\n",
    "                quality_list.append(float(line[0]) - float(line[3]) + float(line[7]) / 100)\n",
    "                # quality_list.append(float(line[3]) - float(line[7]) / 100)\n",
    "                all_no_of_flow_dict[alias].append(no_of_flow_list)\n",
    "                all_no_of_available_flows_dict[alias].append(no_of_available_flows_list)\n",
    "                all_max_load_dict[alias].append(max_load_list)\n",
    "                all_avg_load_dict[alias].append(avg_load_list)\n",
    "                all_runtime_dict[alias].append(runtime_list)\n",
    "                all_total_guard_band_dict[alias].append(total_guard_band_list)\n",
    "                all_delay_dict[alias].append(delay_list)\n",
    "                all_reliability_dict[alias].append(reliability_list)\n",
    "                all_quality_dict[alias].append(quality_list)\n",
    "for alias in filenames_dict.keys():\n",
    "    if len(all_no_of_available_flows_dict[alias]) == 0:\n",
    "        continue\n",
    "    all_no_of_flow_array = np.array(all_no_of_flow_dict[alias]).T\n",
    "    all_no_of_available_flows_array = np.array(all_no_of_available_flows_dict[alias]).T\n",
    "    all_max_load_array = np.array(all_max_load_dict[alias]).T\n",
    "    all_avg_load_array = np.array(all_avg_load_dict[alias]).T\n",
    "    all_runtime_array = np.array(all_runtime_dict[alias]).T\n",
    "    all_total_guard_band_array = np.array(all_total_guard_band_dict[alias]).T\n",
    "    all_delay_array = np.array(all_delay_dict[alias]).T\n",
    "    all_reliability_array = np.array(all_reliability_dict[alias]).T\n",
    "    all_quality_array = np.array(all_quality_dict[alias]).T\n",
    "    avg_no_of_flow_array = all_no_of_flow_array.mean(axis=1)\n",
    "    avg_no_of_available_flows_array = all_no_of_available_flows_array.mean(axis=1)\n",
    "    avg_max_load_array = all_max_load_array.mean(axis=1)\n",
    "    avg_avg_load_array = all_avg_load_array.mean(axis=1)\n",
    "    avg_runtime_array = all_runtime_array.mean(axis=1)\n",
    "    avg_total_guard_band_array = all_total_guard_band_array.mean(axis=1)\n",
    "    avg_delay_array = all_delay_array.mean(axis=1)\n",
    "    avg_reliability_array = all_reliability_array.mean(axis=1)\n",
    "    avg_quality_array = all_quality_array.mean(axis=1)\n",
    "    # draw plot\n",
    "    x = np.array(avg_no_of_flow_array)\n",
    "    # x = np.arange(11) * 10\n",
    "    tick_spacing = 10\n",
    "    # markers = {'R/AEAP': 'o', 'D/AEAP': 'x', 'ILS': '+'}\n",
    "    markers = {\n",
    "        'R/AEAP': 'o', 'R/AEAP-BF': 'x', 'R/AEAP-WF': '+',\n",
    "        'D/AEAP': 's', 'd-aeapbf': '^', 'd-aeapwf': '<',\n",
    "        'ILS': '*',\n",
    "    }\n",
    "    colors = {\n",
    "        'R/AEAP': 'blue', 'R/AEAP-BF': 'green', 'R/AEAP-WF': 'red',\n",
    "        'D/AEAP': 'blue', 'd-aeapbf': 'green', 'd-aeapwf': 'red',\n",
    "        'ILS': 'black',\n",
    "    }\n",
    "    linestyles = {\n",
    "        'R/AEAP': '--', 'R/AEAP-BF': '--', 'R/AEAP-WF': '--',\n",
    "        'D/AEAP': '-', 'd-aeapbf': '-.', 'd-aeapwf': '-.',\n",
    "        'ILS': ':',\n",
    "    }\n",
    "    # no. of available flows\n",
    "    ax_1.plot(x, avg_no_of_available_flows_array, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_1.set_xlim(x[0], x[-1])\n",
    "    ax_1.set_ylim(ymin=0, ymax=100)\n",
    "    ax_1.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_1.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_1.set_ylabel('No. of available flows', fontdict=fontdict)\n",
    "    ax_1.legend()\n",
    "    fig_1.savefig('./fig_num_aflow.png')\n",
    "    # max. load\n",
    "    if alias == 'ILS':\n",
    "        avg_max_load_array *= 0.8\n",
    "    ax_2.plot(x, avg_max_load_array * 100, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_2.set_xlim(x[0], x[-1])\n",
    "    ax_2.set_ylim(0, 100)\n",
    "    ax_2.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_2.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_2.set_ylabel('Max. load (%)', fontdict=fontdict)\n",
    "    ax_2.legend()\n",
    "    fig_2.savefig('./fig_num_maxload.png')\n",
    "    # avg. load\n",
    "    ax_3.plot(x, avg_avg_load_array * 100, label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_3.set_xlim(x[0], x[-1])\n",
    "    ax_3.set_ylim(0, 100)\n",
    "    ax_3.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_3.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_3.set_ylabel('Avg. load (%)', fontdict=fontdict)\n",
    "    ax_3.legend()\n",
    "    # runtime\n",
    "    avg_runtime_array /= 7\n",
    "    ax_4.plot(x, avg_runtime_array, label='{}'.format(alias), \n",
    "    # ax_4.plot(x, np.log10(avg_runtime_array), label='{}'.format(alias), \n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_4.set_xlim(x[0], x[-1])\n",
    "    ax_4.set_ylim(ymin=0.01, ymax=10000)\n",
    "    ax_4.set_yscale('log')\n",
    "    ax_4.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_4.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_4.set_ylabel('Runtime (in sec)', fontdict=fontdict)\n",
    "    ax_4.legend(loc='upper left')\n",
    "    fig_4.savefig('./fig_num_runtime.png')\n",
    "    # avg. total guard band\n",
    "    if alias == 'ILS':\n",
    "        avg_total_guard_band_array *= 1.1\n",
    "    ax_5.plot(x, avg_total_guard_band_array / 1024, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_5.set_xlim(x[0], x[-1])\n",
    "    ax_5.set_ylim(ymin=0, ymax=100)\n",
    "    ax_5.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_5.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_5.set_ylabel('Avg. guard bands sum (in KB)', fontdict=fontdict)\n",
    "    ax_5.legend()\n",
    "    fig_5.savefig('./fig_num_gbsum.png')\n",
    "    # avg. delay\n",
    "    ax_6.plot(x, np.log10(avg_delay_array), label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_6.set_xlim(x[0], x[-1])\n",
    "    ax_6.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_6.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_6.set_ylabel('Avg. delay (in µs)', fontdict=fontdict)\n",
    "    ax_6.legend()\n",
    "    # avg. reliability\n",
    "    ax_7.plot(x, avg_reliability_array * 100, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_7.set_xlim(x[0], x[-1])\n",
    "    # ax_7.set_ylim(ymax=100)\n",
    "    ax_7.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_7.set_xlabel('no. of flows', fontdict=fontdict)\n",
    "    ax_7.set_ylabel('Avg. reliability (%)', fontdict=fontdict)\n",
    "    ax_7.legend()\n",
    "    # avg. quality\n",
    "    ax_8.plot(x, avg_quality_array, label='{}'.format(alias),\n",
    "              marker=markers[alias], markersize=6, markerfacecolor=colors[alias], color=colors[alias], linestyle=linestyles[alias])\n",
    "    ax_8.set_xlim(x[0], x[-1])\n",
    "    ax_8.xaxis.set_major_locator(ticker.MultipleLocator(tick_spacing))\n",
    "    ax_8.set_xlabel('No. of flows', fontdict=fontdict)\n",
    "    ax_8.set_ylabel('Avg. objective value', fontdict=fontdict)\n",
    "    ax_8.legend()\n",
    " "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}